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Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury
Kiwifruit chilling injury (CI) damage occurs after long-term exposure to low temperature. A non-destructive approach to detect CI injury was tested in the present study, using a laser backscattering image (LBI) technique calibrated with 56 liquid phantoms for providing absorption coefficient (µ(a))...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303944/ https://www.ncbi.nlm.nih.gov/pubmed/34206542 http://dx.doi.org/10.3390/foods10071446 |
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author | Yang, Zhuo Li, Mo East, Andrew R. Zude-Sasse, Manuela |
author_facet | Yang, Zhuo Li, Mo East, Andrew R. Zude-Sasse, Manuela |
author_sort | Yang, Zhuo |
collection | PubMed |
description | Kiwifruit chilling injury (CI) damage occurs after long-term exposure to low temperature. A non-destructive approach to detect CI injury was tested in the present study, using a laser backscattering image (LBI) technique calibrated with 56 liquid phantoms for providing absorption coefficient (µ(a)) and reduced scattering coefficient (µ(s)’). Calibration of LBI resulted in a true-positive (TP) classification of 91.5% and 65.6% of predicted µ(s)’ and µ(a), respectively. The optical properties of ‘SunGold™’and ‘Hayward’ kiwifruit were analysed at 520 nm with a two-step protocol capturing pre-classification according to the LBI parameters used in the calibration and estimation with the Farrell equation. Severely injured kiwifruit showed white corky tissue and water soaking, reduced soluble solids content and firmness measured destructively. Non-destructive classification results for ‘SunGold™’ showed a high percentage of TP for severe CI of 92% and 75% using LBI parameters directly and predicted µ(a) and µ(s)’ after pre-classification, respectively. The classification accuracy for severe CI ‘Hayward’ kiwifruit with LBI parameter was low (58%) and with µ(a) and µ(s)’ decreased further (35%), which was assumed to be due to interference caused by the long trichomes on the fruit surface. |
format | Online Article Text |
id | pubmed-8303944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83039442021-07-25 Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury Yang, Zhuo Li, Mo East, Andrew R. Zude-Sasse, Manuela Foods Article Kiwifruit chilling injury (CI) damage occurs after long-term exposure to low temperature. A non-destructive approach to detect CI injury was tested in the present study, using a laser backscattering image (LBI) technique calibrated with 56 liquid phantoms for providing absorption coefficient (µ(a)) and reduced scattering coefficient (µ(s)’). Calibration of LBI resulted in a true-positive (TP) classification of 91.5% and 65.6% of predicted µ(s)’ and µ(a), respectively. The optical properties of ‘SunGold™’and ‘Hayward’ kiwifruit were analysed at 520 nm with a two-step protocol capturing pre-classification according to the LBI parameters used in the calibration and estimation with the Farrell equation. Severely injured kiwifruit showed white corky tissue and water soaking, reduced soluble solids content and firmness measured destructively. Non-destructive classification results for ‘SunGold™’ showed a high percentage of TP for severe CI of 92% and 75% using LBI parameters directly and predicted µ(a) and µ(s)’ after pre-classification, respectively. The classification accuracy for severe CI ‘Hayward’ kiwifruit with LBI parameter was low (58%) and with µ(a) and µ(s)’ decreased further (35%), which was assumed to be due to interference caused by the long trichomes on the fruit surface. MDPI 2021-06-22 /pmc/articles/PMC8303944/ /pubmed/34206542 http://dx.doi.org/10.3390/foods10071446 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yang, Zhuo Li, Mo East, Andrew R. Zude-Sasse, Manuela Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title | Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title_full | Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title_fullStr | Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title_full_unstemmed | Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title_short | Application of Absorption and Scattering Properties Obtained through Image Pre-Classification Method Using a Laser Backscattering Imaging System to Detect Kiwifruit Chilling Injury |
title_sort | application of absorption and scattering properties obtained through image pre-classification method using a laser backscattering imaging system to detect kiwifruit chilling injury |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303944/ https://www.ncbi.nlm.nih.gov/pubmed/34206542 http://dx.doi.org/10.3390/foods10071446 |
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